Comparison
Viktor is one AI colleague that tries to know everything. We believe AI needs to be specialized by role to go deep enough.
The verdict
Viktor is a single AI colleague that lives in Slack and connects to 3,000+ tools. It does a bit of everything. We believe that approach has a ceiling: one generalist agent can't master prospecting methodology, deal management, CRM operations, and account retention at the same time. AI needs to be sectorized by role to go deep enough. Shadow Workers hire one worker per role: your SDR knows outbound, your AE knows deals, your AM knows retention. Depth over breadth. That's also why we're enterprise-ready, with role-based governance, context isolation, and audit trails that a single-agent model can't support.
A single agent can't master every job. Your SDR needs different knowledge, different tools, and different judgment than your AE. Shadow Workers are specialized by function because depth is what makes AI reliable enough to trust with real work.
Viktor waits for you to assign a task. Shadow Workers are proactive: set a goal like "Book 10 meetings a week with VP-level SaaS prospects" and they figure out the entire approach and execute it continuously.
With one agent doing everything, you can't control what it accesses or who sees what. Shadow Workers have per-worker context isolation, role-based access, and audit trails. That's the architecture enterprises need to deploy AI safely at scale.
Both are Slack-native, but the models are fundamentally different. Viktor is one agent that does everything reactively. Shadow Workers are multiple specialized workers, each with deep expertise in their role, working proactively toward goals. It's the difference between one generalist and a team of specialists.
Viktor can execute tasks you assign, like drafting an email. But it doesn't autonomously prospect, research leads, send personalized outreach sequences, follow up, or book meetings. Shadow Workers handle the entire outbound workflow proactively, without task-by-task instructions.
Because depth requires specialization. A great SDR thinks differently from a great AE. They use different tools, different frameworks, and different judgment. One AI agent spread across every function will always be shallow. Shadow Workers go deep in each role because that's what makes them reliable.
If you need a general-purpose reactive assistant for quick tasks across your company, Viktor is capable. For work that needs depth, proactive execution, and enterprise governance, Shadow Workers are built for that.
More comparisons
Dust is proactive once built, but needs heavy setup. Shadow Workers are proactive and ready to work from day one.
Polsia promises one AI that runs your entire company. We believe that's not reachable today. Shadow Workers replace jobs one by one, with deep expertise in each role.
Your first Shadow Worker is ready in 30 seconds. No contracts, no workflows to build, no AI to babysit.